Dunne was born in 1899 in River Forest, Illinois. His father, Edward F. Dunne, was the mayor of Chicago from 1905 to 1907 and Governor of Illinois from 1913 to 1917. While his father was serving as governor, the younger Dunne attended high school in Springfield, Illinois, where he was a star athlete in track and football.